scienceed, Twitter, 9/26/2020 12:37:46 AM, 236015


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scienceed_2020-09-25_17-33-00.xlsx
scienceed_2020-09-25_17-33-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 26, 2020
Short Description:
scienceed via NodeXL https://bit.ly/335y6KW
@scifri
@ctskeeley
@doc_b_brown
@stem_ai
@clandelstem
@lenoramcrabtree
@gastromonica
@tamiplein
@vmcc_scienceed
@jste1924

Top hashtags:
#scienceed
#stem
#science
#stemed
#ngss
#stemeducation
#scienceteacher
#onlinelearning

Description:
Description
The graph represents a network of 495 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 26 September 2020 at 00:33 UTC.

The requested start date was Saturday, 26 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 86-day, 7-hour, 47-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 25 September 2020 at 23:51 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 495
Unique Edges : 380
Edges With Duplicates : 624
Total Edges : 1004
Number of Edge Types : 5
Mentions : 215
Tweet : 147
Replies to : 20
Retweet : 248
MentionsInRetweet : 374
Self-Loops : 148
Reciprocated Vertex Pair Ratio : 0.0485981308411215
Reciprocated Edge Ratio : 0.0926916221033868
Connected Components : 106
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 149
Maximum Edges in a Connected Component : 381
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.730191
Graph Density : 0.00229419703103914
Modularity : 0.547276
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 495 Twitter users whose tweets in the requested range contained "scienceed", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 26 September 2020 at 00:33 UTC.

The requested start date was Saturday, 26 September 2020 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 86-day, 7-hour, 47-minute period from Wednesday, 01 July 2020 at 16:04 UTC to Friday, 25 September 2020 at 23:51 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : scienceed
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://www.tandfonline.com/toc/hedp20/55/3?cookieSet=1
[4] https://www.globaleducationtimes.org/opinion/universities-vital-to-making-uk-a-science-superpower/1759/
[3] https://twitter.com/cleapss/status/1292765691418992641
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[2] https://www.helpteaching.com/lessons/691/whats-for-dinner-a-science-story?utm_source=twitter.com&utm_medium=social&utm_campaign=all-animals-need-to-drink-water.-all-ani
[2] https://twitter.com/msdelarosa1/status/1292273590398865411
[2] https://twitter.com/wooksteroo/status/1278810706893254657

Top URLs in Tweet in G1:
[2] https://www.tandfonline.com/doi/full/10.1080/02619768.2020.1806820?cookieSet=1
[2] https://twitter.com/DaveGoulson/status/1303975812857819136
[1] https://twitter.com/FlynnDPaul/status/1308862606669742085
[1] https://twitter.com/acardinot/status/1307268202905436161
[1] https://www.iopconferences.org/iop/frontend/reg/thome.csp?pageID=983793&eventID=1565
[1] https://pedagoggles.wordpress.com/2020/09/16/old-dog-new-tricks/
[1] https://twitter.com/IrishTimes/status/1304150032770187264
[1] https://www.surveymonkey.com/r/surveyschoolingathome
[1] https://twitter.com/JackHoJo/status/1288360220213874689
[1] https://twitter.com/womensgpa/status/1303058828532080643

Top URLs in Tweet in G2:
[2] https://www.facebook.com/BASF.ScienceEd.NorthAmerica/
[1] http://saharalameh.com
[1] https://www.ncbionetwork.org/educational-resources/videos/zombie-college-5-rules-lab-safety?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DLgkfy-iPxDU&q=EgS4SO-bGNqYuvsFIhkA8aeDS2KHBZow1KETplI3qKfa9Ll7x0yQMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dl5fGMJhD0qE&q=EgS4SO-bGNuYuvsFIhkA8aeDS0-l5XZeY5u2LS4N1ZBjIEVvy2w4MgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DV8ndAyxkxtA&q=EgS4SO-bGNuYuvsFIhkA8aeDS6o39ShYetcgtNHH_xY1P4JgdCdaMgFy
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DgVebPEYiq2o&q=EgS4SO-bGNeYuvsFIhkA8aeDS2j45OIc2zPIpoz0vvb6JEIL6iWQMgFy
[1] https://www.teachersuperstore.com.au/subject/science/chemistry/
[1] https://www.teachersuperstore.com.au/how-to-save-the-whole-stinkin-planet
[1] https://www.givepulse.com/event/198004-Safety-Ambassador-ScienceEd-Building

Top URLs in Tweet in G3:
[1] https://twitter.com/nselascience/status/1287268448075120641
[1] https://twitter.com/Katayune/status/1288434537626767361
[1] https://www.uncoveringstudentideas.org
[1] https://www.uncoveringstudentideas.org/resources/3dimensions
[1] https://www.uncoveringstudentideas.org/dna

Top URLs in Tweet in G4:
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DfQivMID9_Pg&q=EgS4SO-bGM6YuvsFIhkA8aeDS0xE4JRbJQ5O9PxttkZeNxi7v2ioMgFy
[1] https://twitter.com/stanforded/status/1279822419532922880
[1] https://twitter.com/vicariouslee/status/1282546956020006912
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.edutopia.org/article/2-simple-ways-improve-online-instruction
[1] https://twitter.com/jste1924/status/1286743936942387206

Top URLs in Tweet in G5:
[3] https://www.sciencefriday.com/articles/science-friday-summer-institute-2020/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[1] https://www.sciencefriday.com/educational-resources/how-fireworks-get-their-colors/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G6:
[1] https://twitter.com/utdckatey/status/1283022993199955968

Top URLs in Tweet in G7:
[1] https://twitter.com/NSF/status/1267062876692512768
[1] https://www.tandfonline.com/doi/abs/10.1080/09500693.2020.1783718?cookieSet=1

Top URLs in Tweet in G8:
[3] https://twitter.com/cleapss/status/1292765691418992641
[2] https://twitter.com/wooksteroo/status/1278810706893254657
[1] https://www.rte.ie/news/2020/0911/1164575-cao-analysis/
[1] https://twitter.com/carcher_pd/status/1280577995611275264
[1] https://twitter.com/irishsciteach/status/1300008347551379457
[1] https://twitter.com/majelladempsey/status/1301835121063014402
[1] https://twitter.com/IamCitSci/status/1303506223124353024
[1] https://www.scidev.net/global/migration/editorials/mitigating-the-brain-drain-is-a-moral-necessity.html
[1] https://www.teacherspayteachers.com/Product/Using-Periodic-Trends-to-Predict-Drug-Effectiveness-3835283

Top URLs in Tweet in G9:
[1] https://twitter.com/DiscoveryEd/status/1306952383763820547
[1] https://ace-ed.org/virginia-discovery-education-science-experience-approved-for-use-statewide/
[1] https://ace-ed.org/new-packages-help-middle-school-teachers-incorporate-science-and-coding-into-instruction/

Top URLs in Tweet in G10:
[1] https://app.newsomatic.net/2020/9/23/why-do-leaves-change-colors?language=English&reading-level=5-6&t=db6dd259-fa40-4062-86e1-c7d3bd7d72b8
[1] https://app.newsomatic.net/2020/9/1/the-continent-without-coronavirus?language=English&reading-level=5-6&t=d0ba6d2b-0dc5-4296-8bfe-2f49c180c518
[1] https://www.newsomatic.org/post/5-news-o-matic-articles-for-teaching-about-the-moon
[1] https://twitter.com/msdelarosa1/status/1292273590398865411
[1] https://www.science.org.au/sciencexart/spot-the-maths

Top Domains
Top Domains in Tweet in Entire Graph:
[48] twitter.com
[18] helpteaching.com
[12] tandfonline.com
[6] google.com
[5] youtube.com
[4] com.au
[4] globaleducationtimes.org
[4] sciencefriday.com
[3] facebook.com
[3] uncoveringstudentideas.org

Top Domains in Tweet in G1:
[8] twitter.com
[3] tandfonline.com
[1] iopconferences.org
[1] wordpress.com
[1] surveymonkey.com
[1] kaltura.com
[1] stanford.edu
[1] irishtimes.com

Top Domains in Tweet in G2:
[4] google.com
[2] facebook.com
[2] com.au
[2] twitter.com
[1] saharalameh.com
[1] ncbionetwork.org
[1] givepulse.com
[1] org.au
[1] adamequipment.com
[1] chronicle.com

Top Domains in Tweet in G3:
[3] uncoveringstudentideas.org
[2] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] google.com
[1] edutopia.org

Top Domains in Tweet in G5:
[4] sciencefriday.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] tandfonline.com

Top Domains in Tweet in G8:
[9] twitter.com
[1] rte.ie
[1] scidev.net
[1] teacherspayteachers.com

Top Domains in Tweet in G9:
[2] ace-ed.org
[1] twitter.com

Top Domains in Tweet in G10:
[2] newsomatic.net
[1] newsomatic.org
[1] twitter.com
[1] org.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[237] scienceed
[51] stem
[41] science
[21] stemed
[21] ngss
[18] stemeducation
[18] scienceteacher
[18] onlinelearning
[16] onlinelesson
[14] edchat



Top Hashtags in Tweet in G1:
[5] frontiersofphysics2020
[3] astronomy
[1] hechatie
[1] frontiersofphysicsconference2020
[1] asechat
[1] scienceducation
[1] onlineteaching
[1] edchatie
[1] numeracyforall
[1] wearamask

Top Hashtags in Tweet in G2:
[38] scienceed
[7] science
[4] education
[4] stem
[4] scicomm
[4] meded
[4] chemistry
[3] stemeducation
[3] research
[3] sciencematters

Top Hashtags in Tweet in G3:
[7] nsta
[7] nsta20
[7] scienceed
[6] ngss
[4] scied
[3] stem
[2] formative
[1] sciencects
[1] stem20
[1] nstastem20

Top Hashtags in Tweet in G4:
[12] scienceed
[8] ngss
[4] urbaned
[3] stem
[3] nycnearpod
[3] earthscience
[2] nsta
[1] stemeducation
[1] ngsschat
[1] stemed

Top Hashtags in Tweet in G5:
[6] scienceed
[4] stemed
[4] scientificliteracy
[2] stem
[1] science
[1] phenomena
[1] ngss
[1] stemeducation

Top Hashtags in Tweet in G6:
[7] scienceed

Top Hashtags in Tweet in G7:
[4] scienceed
[2] ngss
[1] phdlife
[1] dissdone
[1] criticalscienceconsciousness

Top Hashtags in Tweet in G8:
[17] scienceed
[9] edchatie
[4] chemed
[4] citizenscience
[4] citsci2020
[2] citsci
[2] blacklivesmatter
[2] blackintheivory
[2] ukedchat
[2] aussieed

Top Hashtags in Tweet in G9:
[4] middleschool
[3] scienceed
[3] science
[2] ageofequity
[1] ngss
[1] genomics
[1] virtuallearning
[1] k12
[1] edpolicy
[1] coding

Top Hashtags in Tweet in G10:
[9] scienceed
[7] students
[7] stem
[4] stemeducation
[4] maths
[3] science
[1] fall
[1] autumn
[1] summer
[1] teachers

Top Words
Top Words in Tweet in Entire Graph:
[237] #scienceed
[147] science
[51] #stem
[49] more
[48] teachers
[46] ideas
[45] ctskeeley
[41] students
[41] #science
[35] uncovering

Top Words in Tweet in G1:
[9] edtechne
[9] vmcc_scienceed
[8] iop_ireland
[7] acardinot
[7] iopiteachers
[6] education
[6] see
[6] covid
[6] done
[6] today

Top Words in Tweet in G2:
[38] #scienceed
[10] science
[9] learning
[7] #science
[7] great
[6] students
[6] ice
[5] school
[4] #education
[4] video

Top Words in Tweet in G3:
[43] ctskeeley
[39] ideas
[34] uncovering
[33] probes
[23] resources
[22] life
[21] middle
[21] hs
[21] sci
[21] bio

Top Words in Tweet in G4:
[26] doc_b_brown
[18] thanks
[15] more
[13] jste1924
[13] allowing
[13] publish
[13] convinced
[13] potential
[13] value
[13] added

Top Words in Tweet in G5:
[28] scifri
[19] science
[18] friday
[17] institute
[16] summer
[13] educators
[13] watched
[13] fireworks
[13] show
[13] wondered

Top Words in Tweet in G6:
[7] #scienceed
[6] attn
[6] peeps
[6] spread
[6] word
[6] apply
[6] bpenuel
[6] jbintzbscs
[6] abeslo
[6] sarahopenscied

Top Words in Tweet in G7:
[4] #scienceed
[4] laura_z1127
[2] troydsadler
[2] #ngss
[2] pjfried
[2] likescied
[2] sharonjlynch
[2] uncresearch
[2] mizzoueducation
[2] bioteachk

Top Words in Tweet in G8:
[17] #scienceed
[11] science
[9] #edchatie
[9] drjohnodonoghue
[8] deis
[6] useful
[5] teachers
[5] very
[5] poll
[5] respond

Top Words in Tweet in G9:
[5] teachers
[5] students
[5] access2equityed
[4] discoveryed
[4] lesson
[4] plans
[4] packages
[4] vernierst
[4] samlabs
[4] give

Top Words in Tweet in G10:
[9] #scienceed
[7] #students
[7] #stem
[6] news
[6] matic
[6] today's
[4] #stemeducation
[4] learn
[4] science_academy
[4] inviting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[21] middle,hs
[21] hs,life
[21] life,sci
[21] sci,bio
[21] bio,teachers
[21] teachers,anyone
[21] anyone,familiar
[21] familiar,uncovering
[21] uncovering,st
[21] st,ideas

Top Word Pairs in Tweet in G1:
[7] iopiteachers,iop_ireland
[4] well,done
[4] vmcc_scienceed,iopiteachers
[3] iop_ireland,castel_dcu
[3] castel_dcu,edtechne
[3] sexual,harassment
[3] stellar,time
[3] time,presenting
[3] presenting,virtual
[3] virtual,online

Top Word Pairs in Tweet in G2:
[3] #scicomm,#research
[3] #research,#sciencematters
[3] #sciencematters,#science
[3] #science,#researcher
[3] #researcher,#edutwitter
[3] #edutwitter,#education
[3] #education,#philosophy
[3] #philosophy,#university
[3] #university,#educationcannotwait
[3] #educationcannotwait,#educateyourself

Top Word Pairs in Tweet in G3:
[21] middle,hs
[21] hs,life
[21] life,sci
[21] sci,bio
[21] bio,teachers
[21] teachers,anyone
[21] anyone,familiar
[21] familiar,uncovering
[21] uncovering,st
[21] st,ideas

Top Word Pairs in Tweet in G4:
[15] doc_b_brown,thanks
[13] thanks,jste1924
[13] jste1924,allowing
[13] allowing,publish
[13] publish,more
[13] more,convinced
[13] convinced,potential
[13] potential,value
[13] value,added
[12] added,techn

Top Word Pairs in Tweet in G5:
[18] science,friday
[16] friday,summer
[16] summer,institute
[13] watched,fireworks
[13] fireworks,show
[13] show,wondered
[13] wondered,different
[13] different,colors
[13] colors,amazing
[13] amazing,reds

Top Word Pairs in Tweet in G6:
[6] attn,#scienceed
[6] #scienceed,peeps
[6] peeps,spread
[6] spread,word
[6] word,apply
[6] apply,bpenuel
[6] bpenuel,jbintzbscs
[6] jbintzbscs,abeslo
[6] abeslo,sarahopenscied
[6] sarahopenscied,shmoovyshmoov

Top Word Pairs in Tweet in G7:
[2] #scienceed,#ngss
[2] #ngss,pjfried
[2] pjfried,laura_z1127
[2] laura_z1127,likescied
[2] likescied,sharonjlynch
[2] sharonjlynch,uncresearch
[2] uncresearch,mizzoueducation
[2] mizzoueducation,bioteachk
[2] bioteachk,rhiannonmckee
[2] article,dr

Top Word Pairs in Tweet in G8:
[5] #edchatie,#scienceed
[5] science,teachers
[5] very,useful
[5] respond,below
[5] below,friend
[4] serious,food
[4] food,thought
[4] thought,achievement
[4] achievement,gap
[4] gap,between

Top Word Pairs in Tweet in G9:
[4] lesson,plans
[4] packages,vernierst
[4] vernierst,samlabs
[4] samlabs,give
[4] give,teachers
[4] teachers,cost
[4] cost,effective
[4] effective,way
[4] way,#middleschool
[4] #middleschool,students

Top Word Pairs in Tweet in G10:
[6] news,matic
[4] science_academy,inviting
[4] inviting,#students
[4] #students,cameras
[4] cameras,ready
[4] ready,spot
[4] spot,#maths
[4] #maths,part
[4] part,sciencexart
[3] #stem,#stemeducation

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ctskeeley
@doc_b_brown
@scifri
@jste1924
@drjohnodonoghue
@nearpod
@edtechne
@iop_ireland
@vmcc_scienceed
@iopiteachers

Top Mentioned in G1:
@edtechne
@iop_ireland
@vmcc_scienceed
@iopiteachers
@acardinot
@laurieryan2
@castel_dcu
@flynndpaul
@scienceirel
@petertgallagher

Top Mentioned in G2:
@dbis_sci

Top Mentioned in G3:
@ctskeeley
@jtugel

Top Mentioned in G4:
@doc_b_brown
@jste1924
@nearpod
@pearsonprimary
@mrshartnett115
@msljflores
@pearsonpte
@ctskeeley
@nycschools

Top Mentioned in G5:
@scifri
@chienforstem
@quartokids

Top Mentioned in G6:
@bpenuel
@jbintzbscs
@abeslo
@sarahopenscied
@shmoovyshmoov
@clandelstem
@tiffanyne
@ctskeeley
@tiffanyneill
@tamiplein

Top Mentioned in G7:
@laura_z1127
@troydsadler
@pjfried
@likescied
@sharonjlynch
@uncresearch
@mizzoueducation
@bioteachk
@rhiannonmckee
@mizzoultc

Top Mentioned in G8:
@drjohnodonoghue
@iamcitsci
@cleapss
@theslimevids
@brooksplanet2

Top Mentioned in G9:
@access2equityed
@discoveryed
@vernierst
@samlabs
@illumina
@vdoe_news
@edutalkradio
@maialee

Top Mentioned in G10:
@science_academy
@news_o_matic
@ahisa_national
@doc_b_brown
@nybg
@gwr
@darciemanning19
@scifri
@jste1924

Top Tweeters
Top Tweeters in Entire Graph:
@femtech_
@irishtimes
@protectingterra
@danzadanceorg
@bexxmodd
@cbsnews
@academicchatter
@scalarhumanity
@bot_africana
@scieducation1

Top Tweeters in G1:
@irishtimes
@newschambers
@iainmacl
@dr_niamh_shaw
@simonharristd
@ucddublin
@scienceirel
@aoibhinn_ni_s
@mrsjmasters
@cellexplorers

Top Tweeters in G2:
@givepulseevents
@logangin
@corsair_of_time
@jgates513
@scifinov
@sterlace
@brownellcassie
@svefoundation
@basfagproducts
@lesssummit

Top Tweeters in G3:
@nsta
@sciencecook
@sciencecat222
@drloriandersen
@lex1science
@science_4_all
@elemscitchr
@allnstem
@charter2005
@sephalithakkar

Top Tweeters in G4:
@drjlmooreiii
@brettashtonsj
@nearpod
@nycschools
@docchriswright
@jorgedoespbl
@kevnix
@pearsonprimary
@achosinfo
@mbraaten

Top Tweeters in G5:
@ksbrooker
@hcresearcher
@cherilyntx
@phr5ed
@scifri
@phibetakappa
@katrobison
@mind2motion2
@lauraeventura
@jrzyshark

Top Tweeters in G6:
@bpenuel
@starrscience
@smithsonianscie
@tiffanyneill
@dora_kastel
@stemtricia
@tamiplein
@drspruitt
@bjmacnevin
@clandelstem

Top Tweeters in G7:
@jefordnctoy
@carolinebrooks_
@mizzoueducation
@uncresearch
@mrsyav
@drchancewlewis
@bioteachk
@troydsadler
@sharonjlynch
@lenoramcrabtree

Top Tweeters in G8:
@epuujee
@coopsciscoop
@localecologist
@lessontoolbox
@thughes313
@cleapss
@citsci_geek
@drjohnodonoghue
@chemistryed
@mcmorrowtara

Top Tweeters in G9:
@discoveryed
@illumina
@fpoodry
@edutalkradio
@rwarren42
@vdoe_news
@vernierst
@samlabs
@vanessalcurtis
@kehappenings

Top Tweeters in G10:
@stem_ai
@gwr
@science_academy
@nybg
@news_o_matic
@indschoolsvic
@ahisa_national
@davidwrush
@plcsydney_reads
@darciemanning19


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